Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 31304 |
| Missing cells | 69772 |
| Missing cells (%) | 11.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.5 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 10 |
Bene_Geo_Desc has a high cardinality: 56 distinct values | High cardinality |
Total_Bene_Hosp is highly correlated with Total_Mth_Enrl | High correlation |
Total_Mth_Enrl is highly correlated with Total_Bene_Hosp | High correlation |
Total_Bene_Enr_Hosp_Per100K is highly correlated with Month | High correlation |
Pct_Dschrg_SNF is highly correlated with Pct_Dschrg_Home | High correlation |
Pct_Dschrg_Home is highly correlated with Bene_Geo_Desc and 3 other fields | High correlation |
Pct_Dschrg_Hspc is highly correlated with Bene_Age_Desc and 1 other fields | High correlation |
Month is highly correlated with Total_Bene_Enr_Hosp_Per100K | High correlation |
Bene_Geo_Desc is highly correlated with Pct_Dschrg_Home and 2 other fields | High correlation |
Bene_Age_Desc is highly correlated with Pct_Dschrg_Home and 1 other fields | High correlation |
Pct_Dschrg_HomeHealth is highly correlated with Bene_Geo_Desc | High correlation |
Pct_Dschrg_Other is highly correlated with Bene_Geo_Desc | High correlation |
Total_Bene_Hosp has 6919 (22.1%) missing values | Missing |
Total_Bene_Enr_Hosp_Per100K has 6919 (22.1%) missing values | Missing |
AVG_los has 7987 (25.5%) missing values | Missing |
Pct_Dschrg_SNF has 7987 (25.5%) missing values | Missing |
Pct_Dschrg_Expired has 7987 (25.5%) missing values | Missing |
Pct_Dschrg_Home has 7987 (25.5%) missing values | Missing |
Pct_Dschrg_Hspc has 7987 (25.5%) missing values | Missing |
Pct_Dschrg_HomeHealth has 7987 (25.5%) missing values | Missing |
Pct_Dschrg_Other has 7987 (25.5%) missing values | Missing |
Total_Bene_Hosp is highly skewed (γ1 = 21.34513137) | Skewed |
Year is uniformly distributed | Uniform |
Month is uniformly distributed | Uniform |
Total_Bene_Hosp has 1069 (3.4%) zeros | Zeros |
Total_Bene_Enr_Hosp_Per100K has 1069 (3.4%) zeros | Zeros |
Pct_Dschrg_SNF has 429 (1.4%) zeros | Zeros |
Pct_Dschrg_Expired has 411 (1.3%) zeros | Zeros |
Pct_Dschrg_Hspc has 2647 (8.5%) zeros | Zeros |
Pct_Dschrg_Other has 1028 (3.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-27 04:46:00.033126 |
|---|---|
| Analysis finished | 2022-10-27 04:46:31.113211 |
| Duration | 31.08 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| 2020 | |
|---|---|
| 2021 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 125216 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020 |
|---|---|
| 2nd row | 2020 |
| 3rd row | 2020 |
| 4th row | 2020 |
| 5th row | 2020 |
Common Values
| Value | Count | Frequency (%) |
| 2020 | 15652 | |
| 2021 | 15652 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2020 | 15652 | |
| 2021 | 15652 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 62608 | |
| 0 | 46956 | |
| 1 | 15652 | 12.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 62608 | |
| 0 | 46956 | |
| 1 | 15652 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 62608 | |
| 0 | 46956 | |
| 1 | 15652 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 62608 | |
| 0 | 46956 | |
| 1 | 15652 | 12.5% |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| 11 | |
|---|---|
| 12 | |
| 4 | |
| 7 | |
| 8 | |
| Other values (8) |
Length
| Max length | 7 |
|---|---|
| Median length | 1 |
| Mean length | 1.692307692 |
| Min length | 1 |
Characters and Unicode
| Total characters | 52976 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Overall |
|---|---|
| 2nd row | Overall |
| 3rd row | Overall |
| 4th row | Overall |
| 5th row | Overall |
Common Values
| Value | Count | Frequency (%) |
| 11 | 2408 | 7.7% |
| 12 | 2408 | 7.7% |
| 4 | 2408 | 7.7% |
| 7 | 2408 | 7.7% |
| 8 | 2408 | 7.7% |
| 10 | 2408 | 7.7% |
| 5 | 2408 | 7.7% |
| Overall | 2408 | 7.7% |
| 1 | 2408 | 7.7% |
| 6 | 2408 | 7.7% |
| Other values (3) | 7224 |
Length
| Value | Count | Frequency (%) |
| 11 | 2408 | 7.7% |
| 12 | 2408 | 7.7% |
| 4 | 2408 | 7.7% |
| 7 | 2408 | 7.7% |
| 8 | 2408 | 7.7% |
| 10 | 2408 | 7.7% |
| 5 | 2408 | 7.7% |
| overall | 2408 | 7.7% |
| 1 | 2408 | 7.7% |
| 6 | 2408 | 7.7% |
| Other values (3) | 7224 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 12040 | |
| 2 | 4816 | 9.1% |
| l | 4816 | 9.1% |
| 4 | 2408 | 4.5% |
| 7 | 2408 | 4.5% |
| 8 | 2408 | 4.5% |
| 0 | 2408 | 4.5% |
| 5 | 2408 | 4.5% |
| O | 2408 | 4.5% |
| v | 2408 | 4.5% |
| Other values (6) | 14448 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36120 | |
| Lowercase Letter | 14448 | 27.3% |
| Uppercase Letter | 2408 | 4.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 12040 | |
| 2 | 4816 | 13.3% |
| 4 | 2408 | 6.7% |
| 7 | 2408 | 6.7% |
| 8 | 2408 | 6.7% |
| 0 | 2408 | 6.7% |
| 5 | 2408 | 6.7% |
| 6 | 2408 | 6.7% |
| 3 | 2408 | 6.7% |
| 9 | 2408 | 6.7% |
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 4816 | |
| v | 2408 | |
| e | 2408 | |
| r | 2408 | |
| a | 2408 |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 2408 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36120 | |
| Latin | 16856 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 12040 | |
| 2 | 4816 | 13.3% |
| 4 | 2408 | 6.7% |
| 7 | 2408 | 6.7% |
| 8 | 2408 | 6.7% |
| 0 | 2408 | 6.7% |
| 5 | 2408 | 6.7% |
| 6 | 2408 | 6.7% |
| 3 | 2408 | 6.7% |
| 9 | 2408 | 6.7% |
Latin
| Value | Count | Frequency (%) |
| l | 4816 | |
| O | 2408 | |
| v | 2408 | |
| e | 2408 | |
| r | 2408 | |
| a | 2408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 52976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 12040 | |
| 2 | 4816 | 9.1% |
| l | 4816 | 9.1% |
| 4 | 2408 | 4.5% |
| 7 | 2408 | 4.5% |
| 8 | 2408 | 4.5% |
| 0 | 2408 | 4.5% |
| 5 | 2408 | 4.5% |
| O | 2408 | 4.5% |
| v | 2408 | 4.5% |
| Other values (6) | 14448 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| National | |
|---|---|
| Maryland | 546 |
| Alaska | 546 |
| Wisconsin | 546 |
| Connecticut | 546 |
| Other values (51) |
Length
| Max length | 20 |
|---|---|
| Median length | 13 |
| Mean length | 8.606312292 |
| Min length | 4 |
Characters and Unicode
| Total characters | 269412 |
|---|---|
| Distinct characters | 46 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | National |
|---|---|
| 2nd row | National |
| 3rd row | National |
| 4th row | National |
| 5th row | National |
Common Values
| Value | Count | Frequency (%) |
| National | 3354 | 10.7% |
| Maryland | 546 | 1.7% |
| Alaska | 546 | 1.7% |
| Wisconsin | 546 | 1.7% |
| Connecticut | 546 | 1.7% |
| Kentucky | 546 | 1.7% |
| Michigan | 546 | 1.7% |
| Missouri | 546 | 1.7% |
| Mississippi | 546 | 1.7% |
| Oregon | 546 | 1.7% |
| Other values (46) | 23036 |
Length
| Value | Count | Frequency (%) |
| national | 3354 | 8.8% |
| new | 2184 | 5.8% |
| north | 1092 | 2.9% |
| virginia | 1092 | 2.9% |
| south | 1092 | 2.9% |
| dakota | 1092 | 2.9% |
| carolina | 1092 | 2.9% |
| florida | 546 | 1.4% |
| rhode | 546 | 1.4% |
| island | 546 | 1.4% |
| Other values (53) | 25298 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 38454 | |
| i | 26468 | 9.8% |
| n | 22542 | 8.4% |
| o | 21996 | 8.2% |
| s | 17056 | 6.3% |
| e | 15366 | 5.7% |
| t | 13806 | 5.1% |
| r | 12142 | 4.5% |
| l | 11570 | 4.3% |
| N | 7722 | 2.9% |
| Other values (36) | 82290 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 224848 | |
| Uppercase Letter | 37934 | 14.1% |
| Space Separator | 6630 | 2.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 38454 | |
| i | 26468 | |
| n | 22542 | |
| o | 21996 | |
| s | 17056 | |
| e | 15366 | 6.8% |
| t | 13806 | 6.1% |
| r | 12142 | 5.4% |
| l | 11570 | 5.1% |
| h | 7098 | 3.2% |
| Other values (14) | 38350 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 7722 | |
| M | 4940 | |
| C | 3276 | |
| I | 2756 | 7.3% |
| D | 2210 | 5.8% |
| O | 2184 | 5.8% |
| W | 2184 | 5.8% |
| A | 2184 | 5.8% |
| V | 1664 | 4.4% |
| T | 1118 | 2.9% |
| Other values (11) | 7696 |
Space Separator
| Value | Count | Frequency (%) |
| 6630 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 262782 | |
| Common | 6630 | 2.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 38454 | |
| i | 26468 | 10.1% |
| n | 22542 | 8.6% |
| o | 21996 | 8.4% |
| s | 17056 | 6.5% |
| e | 15366 | 5.8% |
| t | 13806 | 5.3% |
| r | 12142 | 4.6% |
| l | 11570 | 4.4% |
| N | 7722 | 2.9% |
| Other values (35) | 75660 |
Common
| Value | Count | Frequency (%) |
| 6630 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 269412 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 38454 | |
| i | 26468 | 9.8% |
| n | 22542 | 8.4% |
| o | 21996 | 8.2% |
| s | 17056 | 6.3% |
| e | 15366 | 5.7% |
| t | 13806 | 5.1% |
| r | 12142 | 4.5% |
| l | 11570 | 4.3% |
| N | 7722 | 2.9% |
| Other values (36) | 82290 |
Bene_Mdcd_Mdcr_Enrl_Stus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| All | |
|---|---|
| Medicare Only | 1820 |
| Medicare & Medicaid | 1820 |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 4.511627907 |
| Min length | 3 |
Characters and Unicode
| Total characters | 141232 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | All |
| 3rd row | All |
| 4th row | All |
| 5th row | All |
Common Values
| Value | Count | Frequency (%) |
| All | 27664 | |
| Medicare Only | 1820 | 5.8% |
| Medicare & Medicaid | 1820 | 5.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| all | 27664 | |
| medicare | 3640 | 9.9% |
| only | 1820 | 5.0% |
| 1820 | 5.0% | |
| medicaid | 1820 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 57148 | |
| A | 27664 | |
| e | 9100 | 6.4% |
| d | 7280 | 5.2% |
| i | 7280 | 5.2% |
| M | 5460 | 3.9% |
| c | 5460 | 3.9% |
| a | 5460 | 3.9% |
| 5460 | 3.9% | |
| r | 3640 | 2.6% |
| Other values (4) | 7280 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 99008 | |
| Uppercase Letter | 34944 | 24.7% |
| Space Separator | 5460 | 3.9% |
| Other Punctuation | 1820 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 57148 | |
| e | 9100 | 9.2% |
| d | 7280 | 7.4% |
| i | 7280 | 7.4% |
| c | 5460 | 5.5% |
| a | 5460 | 5.5% |
| r | 3640 | 3.7% |
| n | 1820 | 1.8% |
| y | 1820 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 27664 | |
| M | 5460 | 15.6% |
| O | 1820 | 5.2% |
Space Separator
| Value | Count | Frequency (%) |
| 5460 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 1820 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 133952 | |
| Common | 7280 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 57148 | |
| A | 27664 | |
| e | 9100 | 6.8% |
| d | 7280 | 5.4% |
| i | 7280 | 5.4% |
| M | 5460 | 4.1% |
| c | 5460 | 4.1% |
| a | 5460 | 4.1% |
| r | 3640 | 2.7% |
| O | 1820 | 1.4% |
| Other values (2) | 3640 | 2.7% |
Common
| Value | Count | Frequency (%) |
| 5460 | ||
| & | 1820 | 25.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 141232 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 57148 | |
| A | 27664 | |
| e | 9100 | 6.4% |
| d | 7280 | 5.2% |
| i | 7280 | 5.2% |
| M | 5460 | 3.9% |
| c | 5460 | 3.9% |
| a | 5460 | 3.9% |
| 5460 | 3.9% | |
| r | 3640 | 2.6% |
| Other values (4) | 7280 | 5.2% |
Bene_Race_Desc
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| All | |
|---|---|
| American Indian/Alaska Native | 1716 |
| Black/African American | 1716 |
| Asian/Pacific Islander | 1716 |
| Non-Hispanic White | 1716 |
| Other values (2) |
Length
| Max length | 29 |
|---|---|
| Median length | 3 |
| Mean length | 8.15282392 |
| Min length | 3 |
Characters and Unicode
| Total characters | 255216 |
|---|---|
| Distinct characters | 30 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | All |
| 3rd row | All |
| 4th row | All |
| 5th row | All |
Common Values
| Value | Count | Frequency (%) |
| All | 21008 | |
| American Indian/Alaska Native | 1716 | 5.5% |
| Black/African American | 1716 | 5.5% |
| Asian/Pacific Islander | 1716 | 5.5% |
| Non-Hispanic White | 1716 | 5.5% |
| Hispanic | 1716 | 5.5% |
| Other/Unknown | 1716 | 5.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| all | 21008 | |
| american | 3432 | 8.6% |
| indian/alaska | 1716 | 4.3% |
| native | 1716 | 4.3% |
| black/african | 1716 | 4.3% |
| asian/pacific | 1716 | 4.3% |
| islander | 1716 | 4.3% |
| non-hispanic | 1716 | 4.3% |
| white | 1716 | 4.3% |
| hispanic | 1716 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 47164 | |
| A | 29588 | |
| n | 22308 | 8.7% |
| i | 22308 | 8.7% |
| a | 22308 | 8.7% |
| c | 13728 | 5.4% |
| e | 10296 | 4.0% |
| s | 8580 | 3.4% |
| 8580 | 3.4% | |
| r | 8580 | 3.4% |
| Other values (20) | 61776 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 189592 | |
| Uppercase Letter | 48464 | 19.0% |
| Space Separator | 8580 | 3.4% |
| Other Punctuation | 6864 | 2.7% |
| Dash Punctuation | 1716 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 47164 | |
| n | 22308 | |
| i | 22308 | |
| a | 22308 | |
| c | 13728 | 7.2% |
| e | 10296 | 5.4% |
| s | 8580 | 4.5% |
| r | 8580 | 4.5% |
| k | 5148 | 2.7% |
| t | 5148 | 2.7% |
| Other values (8) | 24024 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 29588 | |
| H | 3432 | 7.1% |
| N | 3432 | 7.1% |
| I | 3432 | 7.1% |
| B | 1716 | 3.5% |
| P | 1716 | 3.5% |
| W | 1716 | 3.5% |
| O | 1716 | 3.5% |
| U | 1716 | 3.5% |
Space Separator
| Value | Count | Frequency (%) |
| 8580 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 6864 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1716 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 238056 | |
| Common | 17160 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 47164 | |
| A | 29588 | |
| n | 22308 | |
| i | 22308 | |
| a | 22308 | |
| c | 13728 | 5.8% |
| e | 10296 | 4.3% |
| s | 8580 | 3.6% |
| r | 8580 | 3.6% |
| k | 5148 | 2.2% |
| Other values (17) | 48048 |
Common
| Value | Count | Frequency (%) |
| 8580 | ||
| / | 6864 | |
| - | 1716 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 255216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 47164 | |
| A | 29588 | |
| n | 22308 | 8.7% |
| i | 22308 | 8.7% |
| a | 22308 | 8.7% |
| c | 13728 | 5.4% |
| e | 10296 | 4.0% |
| s | 8580 | 3.4% |
| 8580 | 3.4% | |
| r | 8580 | 3.4% |
| Other values (20) | 61776 |
Bene_Sex_Desc
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| All | |
|---|---|
| Male | 1560 |
| Female | 1560 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.199335548 |
| Min length | 3 |
Characters and Unicode
| Total characters | 100152 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | All |
| 3rd row | All |
| 4th row | All |
| 5th row | All |
Common Values
| Value | Count | Frequency (%) |
| All | 28184 | |
| Male | 1560 | 5.0% |
| Female | 1560 | 5.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| all | 28184 | |
| male | 1560 | 5.0% |
| female | 1560 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 59488 | |
| A | 28184 | |
| e | 4680 | 4.7% |
| a | 3120 | 3.1% |
| M | 1560 | 1.6% |
| F | 1560 | 1.6% |
| m | 1560 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 68848 | |
| Uppercase Letter | 31304 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 59488 | |
| e | 4680 | 6.8% |
| a | 3120 | 4.5% |
| m | 1560 | 2.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 28184 | |
| M | 1560 | 5.0% |
| F | 1560 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100152 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 59488 | |
| A | 28184 | |
| e | 4680 | 4.7% |
| a | 3120 | 3.1% |
| M | 1560 | 1.6% |
| F | 1560 | 1.6% |
| m | 1560 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100152 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 59488 | |
| A | 28184 | |
| e | 4680 | 4.7% |
| a | 3120 | 3.1% |
| M | 1560 | 1.6% |
| F | 1560 | 1.6% |
| m | 1560 | 1.6% |
Bene_Mdcr_Entlmt_Stus
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| All | |
|---|---|
| Disabled | 1560 |
| Aged | 1560 |
| ESRD | 1560 |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.348837209 |
| Min length | 3 |
Characters and Unicode
| Total characters | 104832 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | All |
| 3rd row | All |
| 4th row | All |
| 5th row | All |
Common Values
| Value | Count | Frequency (%) |
| All | 26624 | |
| Disabled | 1560 | 5.0% |
| Aged | 1560 | 5.0% |
| ESRD | 1560 | 5.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| all | 26624 | |
| disabled | 1560 | 5.0% |
| aged | 1560 | 5.0% |
| esrd | 1560 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 54808 | |
| A | 28184 | |
| D | 3120 | 3.0% |
| e | 3120 | 3.0% |
| d | 3120 | 3.0% |
| i | 1560 | 1.5% |
| s | 1560 | 1.5% |
| a | 1560 | 1.5% |
| b | 1560 | 1.5% |
| g | 1560 | 1.5% |
| Other values (3) | 4680 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 68848 | |
| Uppercase Letter | 35984 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 54808 | |
| e | 3120 | 4.5% |
| d | 3120 | 4.5% |
| i | 1560 | 2.3% |
| s | 1560 | 2.3% |
| a | 1560 | 2.3% |
| b | 1560 | 2.3% |
| g | 1560 | 2.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 28184 | |
| D | 3120 | 8.7% |
| E | 1560 | 4.3% |
| S | 1560 | 4.3% |
| R | 1560 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 104832 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 54808 | |
| A | 28184 | |
| D | 3120 | 3.0% |
| e | 3120 | 3.0% |
| d | 3120 | 3.0% |
| i | 1560 | 1.5% |
| s | 1560 | 1.5% |
| a | 1560 | 1.5% |
| b | 1560 | 1.5% |
| g | 1560 | 1.5% |
| Other values (3) | 4680 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 104832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 54808 | |
| A | 28184 | |
| D | 3120 | 3.0% |
| e | 3120 | 3.0% |
| d | 3120 | 3.0% |
| i | 1560 | 1.5% |
| s | 1560 | 1.5% |
| a | 1560 | 1.5% |
| b | 1560 | 1.5% |
| g | 1560 | 1.5% |
| Other values (3) | 4680 | 4.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| All | |
|---|---|
| 0-64 | 1560 |
| 85 and over | 1560 |
| 65-74 | 1560 |
| 75-84 | 1560 |
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 3.647840532 |
| Min length | 3 |
Characters and Unicode
| Total characters | 114192 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | All |
| 3rd row | All |
| 4th row | All |
| 5th row | 0-64 |
Common Values
| Value | Count | Frequency (%) |
| All | 25064 | |
| 0-64 | 1560 | 5.0% |
| 85 and over | 1560 | 5.0% |
| 65-74 | 1560 | 5.0% |
| 75-84 | 1560 | 5.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| all | 25064 | |
| 0-64 | 1560 | 4.5% |
| 85 | 1560 | 4.5% |
| and | 1560 | 4.5% |
| over | 1560 | 4.5% |
| 65-74 | 1560 | 4.5% |
| 75-84 | 1560 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 50128 | |
| A | 25064 | |
| - | 4680 | 4.1% |
| 5 | 4680 | 4.1% |
| 4 | 4680 | 4.1% |
| 8 | 3120 | 2.7% |
| 3120 | 2.7% | |
| 6 | 3120 | 2.7% |
| 7 | 3120 | 2.7% |
| 0 | 1560 | 1.4% |
| Other values (7) | 10920 | 9.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 61048 | |
| Uppercase Letter | 25064 | |
| Decimal Number | 20280 | 17.8% |
| Dash Punctuation | 4680 | 4.1% |
| Space Separator | 3120 | 2.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 50128 | |
| a | 1560 | 2.6% |
| n | 1560 | 2.6% |
| d | 1560 | 2.6% |
| o | 1560 | 2.6% |
| v | 1560 | 2.6% |
| e | 1560 | 2.6% |
| r | 1560 | 2.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 4680 | |
| 4 | 4680 | |
| 8 | 3120 | |
| 6 | 3120 | |
| 7 | 3120 | |
| 0 | 1560 | 7.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 25064 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4680 |
Space Separator
| Value | Count | Frequency (%) |
| 3120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 86112 | |
| Common | 28080 | 24.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 50128 | |
| A | 25064 | |
| a | 1560 | 1.8% |
| n | 1560 | 1.8% |
| d | 1560 | 1.8% |
| o | 1560 | 1.8% |
| v | 1560 | 1.8% |
| e | 1560 | 1.8% |
| r | 1560 | 1.8% |
Common
| Value | Count | Frequency (%) |
| - | 4680 | |
| 5 | 4680 | |
| 4 | 4680 | |
| 8 | 3120 | |
| 3120 | ||
| 6 | 3120 | |
| 7 | 3120 | |
| 0 | 1560 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 114192 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 50128 | |
| A | 25064 | |
| - | 4680 | 4.1% |
| 5 | 4680 | 4.1% |
| 4 | 4680 | 4.1% |
| 8 | 3120 | 2.7% |
| 3120 | 2.7% | |
| 6 | 3120 | 2.7% |
| 7 | 3120 | 2.7% |
| 0 | 1560 | 1.4% |
| Other values (7) | 10920 | 9.6% |
Bene_RUCA_Desc
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.7 KiB |
| All | |
|---|---|
| Urban | 1560 |
| Rural | 1560 |
| Unknown | 1560 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.398671096 |
| Min length | 3 |
Characters and Unicode
| Total characters | 106392 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | Rural |
| 3rd row | Urban |
| 4th row | Unknown |
| 5th row | All |
Common Values
| Value | Count | Frequency (%) |
| All | 26624 | |
| Urban | 1560 | 5.0% |
| Rural | 1560 | 5.0% |
| Unknown | 1560 | 5.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| all | 26624 | |
| urban | 1560 | 5.0% |
| rural | 1560 | 5.0% |
| unknown | 1560 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 54808 | |
| A | 26624 | |
| n | 6240 | 5.9% |
| U | 3120 | 2.9% |
| r | 3120 | 2.9% |
| a | 3120 | 2.9% |
| b | 1560 | 1.5% |
| R | 1560 | 1.5% |
| u | 1560 | 1.5% |
| k | 1560 | 1.5% |
| Other values (2) | 3120 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 75088 | |
| Uppercase Letter | 31304 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 54808 | |
| n | 6240 | 8.3% |
| r | 3120 | 4.2% |
| a | 3120 | 4.2% |
| b | 1560 | 2.1% |
| u | 1560 | 2.1% |
| k | 1560 | 2.1% |
| o | 1560 | 2.1% |
| w | 1560 | 2.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 26624 | |
| U | 3120 | 10.0% |
| R | 1560 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 106392 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 54808 | |
| A | 26624 | |
| n | 6240 | 5.9% |
| U | 3120 | 2.9% |
| r | 3120 | 2.9% |
| a | 3120 | 2.9% |
| b | 1560 | 1.5% |
| R | 1560 | 1.5% |
| u | 1560 | 1.5% |
| k | 1560 | 1.5% |
| Other values (2) | 3120 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 106392 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 54808 | |
| A | 26624 | |
| n | 6240 | 5.9% |
| U | 3120 | 2.9% |
| r | 3120 | 2.9% |
| a | 3120 | 2.9% |
| b | 1560 | 1.5% |
| R | 1560 | 1.5% |
| u | 1560 | 1.5% |
| k | 1560 | 1.5% |
| Other values (2) | 3120 | 2.9% |
| Distinct | 5691 |
|---|---|
| Distinct (%) | 23.3% |
| Missing | 6919 |
| Missing (%) | 22.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3901.225384 |
| Minimum | 0 |
|---|---|
| Maximum | 1098471 |
| Zeros | 1069 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 72 |
| median | 312 |
| Q3 | 1260 |
| 95-th percentile | 13091.6 |
| Maximum | 1098471 |
| Range | 1098471 |
| Interquartile range (IQR) | 1188 |
Descriptive statistics
| Standard deviation | 26147.52296 |
|---|---|
| Coefficient of variation (CV) | 6.702387168 |
| Kurtosis | 597.1735002 |
| Mean | 3901.225384 |
| Median Absolute Deviation (MAD) | 286 |
| Skewness | 21.34513137 |
| Sum | 95131381 |
| Variance | 683692956.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1069 | 3.4% |
| 14 | 157 | 0.5% |
| 11 | 150 | 0.5% |
| 15 | 150 | 0.5% |
| 12 | 141 | 0.5% |
| 17 | 141 | 0.5% |
| 13 | 140 | 0.4% |
| 20 | 127 | 0.4% |
| 22 | 120 | 0.4% |
| 16 | 119 | 0.4% |
| Other values (5681) | 22071 | |
| (Missing) | 6919 | 22.1% |
| Value | Count | Frequency (%) |
| 0 | 1069 | |
| 11 | 150 | 0.5% |
| 12 | 141 | 0.5% |
| 13 | 140 | 0.4% |
| 14 | 157 | 0.5% |
| 15 | 150 | 0.5% |
| 16 | 119 | 0.4% |
| 17 | 141 | 0.5% |
| 18 | 117 | 0.4% |
| 19 | 101 | 0.3% |
| Value | Count | Frequency (%) |
| 1098471 | 1 | |
| 983879 | 1 | |
| 900406 | 1 | |
| 866532 | 1 | |
| 820160 | 1 | |
| 792524 | 1 | |
| 763376 | 1 | |
| 732839 | 1 | |
| 659670 | 1 | |
| 658664 | 1 |
| Distinct | 29052 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 25 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1198314.949 |
| Minimum | 0 |
|---|---|
| Maximum | 63977500 |
| Zeros | 27 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 885 |
| Q1 | 26811.5 |
| median | 166675 |
| Q3 | 603914.5 |
| 95-th percentile | 3724702.2 |
| Maximum | 63977500 |
| Range | 63977500 |
| Interquartile range (IQR) | 577103 |
Descriptive statistics
| Standard deviation | 5029060.724 |
|---|---|
| Coefficient of variation (CV) | 4.19677709 |
| Kurtosis | 70.72019862 |
| Mean | 1198314.949 |
| Median Absolute Deviation (MAD) | 160508 |
| Skewness | 7.990315189 |
| Sum | 3.748209328 × 1010 |
| Variance | 2.529145176 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27 | 0.1% |
| 26 | 23 | 0.1% |
| 117 | 14 | < 0.1% |
| 42 | 14 | < 0.1% |
| 740 | 12 | < 0.1% |
| 60 | 12 | < 0.1% |
| 713 | 10 | < 0.1% |
| 25 | 9 | < 0.1% |
| 41 | 9 | < 0.1% |
| 874 | 9 | < 0.1% |
| Other values (29042) | 31140 | |
| (Missing) | 25 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 27 | |
| 24 | 4 | < 0.1% |
| 25 | 9 | < 0.1% |
| 26 | 23 | |
| 27 | 8 | < 0.1% |
| 28 | 4 | < 0.1% |
| 30 | 1 | < 0.1% |
| 31 | 7 | < 0.1% |
| 32 | 4 | < 0.1% |
| 41 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 63977500 | 1 | |
| 63917465 | 1 | |
| 63867380 | 1 | |
| 63801513 | 1 | |
| 63718909 | 1 | |
| 63596092 | 1 | |
| 63519463.25 | 1 | |
| 63454721 | 1 | |
| 63343386 | 1 | |
| 63246561 | 1 |
| Distinct | 23230 |
|---|---|
| Distinct (%) | 95.3% |
| Missing | 6919 |
| Missing (%) | 22.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 379.2055151 |
| Minimum | 0 |
|---|---|
| Maximum | 15402.2296 |
| Zeros | 1069 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.39318 |
| Q1 | 52.9269 |
| median | 130.9715 |
| Q3 | 315.7946 |
| 95-th percentile | 1777.33082 |
| Maximum | 15402.2296 |
| Range | 15402.2296 |
| Interquartile range (IQR) | 262.8677 |
Descriptive statistics
| Standard deviation | 868.5077049 |
|---|---|
| Coefficient of variation (CV) | 2.29033511 |
| Kurtosis | 77.7447956 |
| Mean | 379.2055151 |
| Median Absolute Deviation (MAD) | 96.8195 |
| Skewness | 7.302001883 |
| Sum | 9246926.485 |
| Variance | 754305.6335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1069 | 3.4% |
| 118.1041 | 2 | < 0.1% |
| 35.6958 | 2 | < 0.1% |
| 123.6858 | 2 | < 0.1% |
| 173.0603 | 2 | < 0.1% |
| 149.4118 | 2 | < 0.1% |
| 260.1838 | 2 | < 0.1% |
| 145.8012 | 2 | < 0.1% |
| 65.4008 | 2 | < 0.1% |
| 87.9507 | 2 | < 0.1% |
| Other values (23220) | 23298 | |
| (Missing) | 6919 | 22.1% |
| Value | Count | Frequency (%) |
| 0 | 1069 | |
| 0.7545 | 1 | < 0.1% |
| 0.9498 | 1 | < 0.1% |
| 1.0534 | 1 | < 0.1% |
| 1.0679 | 1 | < 0.1% |
| 1.0977 | 1 | < 0.1% |
| 1.15 | 1 | < 0.1% |
| 1.165 | 1 | < 0.1% |
| 1.2017 | 1 | < 0.1% |
| 1.2353 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15402.2296 | 1 | |
| 14281.1481 | 1 | |
| 13973.2397 | 1 | |
| 13921.4747 | 1 | |
| 13535.2884 | 1 | |
| 13525.6582 | 1 | |
| 13345.7293 | 1 | |
| 13306.1103 | 1 | |
| 13022.8238 | 1 | |
| 12958.3291 | 1 |
| Distinct | 17892 |
|---|---|
| Distinct (%) | 76.7% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.98673668 |
| Minimum | 3.5 |
|---|---|
| Maximum | 111.6923 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 7.9332 |
| Q1 | 9.437 |
| median | 10.4384 |
| Q3 | 11.7312 |
| 95-th percentile | 15.32402 |
| Maximum | 111.6923 |
| Range | 108.1923 |
| Interquartile range (IQR) | 2.2942 |
Descriptive statistics
| Standard deviation | 3.383839798 |
|---|---|
| Coefficient of variation (CV) | 0.3079931646 |
| Kurtosis | 111.1984695 |
| Mean | 10.98673668 |
| Median Absolute Deviation (MAD) | 1.1137 |
| Skewness | 7.31930628 |
| Sum | 256177.7391 |
| Variance | 11.45037178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 50 | 0.2% |
| 9 | 41 | 0.1% |
| 11 | 34 | 0.1% |
| 12 | 33 | 0.1% |
| 8 | 25 | 0.1% |
| 13 | 19 | 0.1% |
| 9.3333 | 18 | 0.1% |
| 9.5 | 15 | < 0.1% |
| 7 | 15 | < 0.1% |
| 10.6667 | 15 | < 0.1% |
| Other values (17882) | 23052 | |
| (Missing) | 7987 | 25.5% |
| Value | Count | Frequency (%) |
| 3.5 | 1 | |
| 3.6667 | 1 | |
| 4.2727 | 1 | |
| 4.3846 | 1 | |
| 4.5 | 1 | |
| 4.6667 | 1 | |
| 4.7222 | 1 | |
| 4.7273 | 2 | |
| 4.7391 | 1 | |
| 4.7727 | 1 |
| Value | Count | Frequency (%) |
| 111.6923 | 1 | |
| 83.2143 | 1 | |
| 77.28 | 1 | |
| 77.2727 | 1 | |
| 75.3077 | 1 | |
| 68.9375 | 1 | |
| 66.5217 | 1 | |
| 66.44 | 2 | |
| 65.0769 | 1 | |
| 64.25 | 1 |
| Distinct | 3237 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1616011751 |
| Minimum | 0 |
|---|---|
| Maximum | 0.7692 |
| Zeros | 429 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0551 |
| Q1 | 0.1123 |
| median | 0.1526 |
| Q3 | 0.2 |
| 95-th percentile | 0.3043 |
| Maximum | 0.7692 |
| Range | 0.7692 |
| Interquartile range (IQR) | 0.0877 |
Descriptive statistics
| Standard deviation | 0.07647031276 |
|---|---|
| Coefficient of variation (CV) | 0.47320394 |
| Kurtosis | 1.832067219 |
| Mean | 0.1616011751 |
| Median Absolute Deviation (MAD) | 0.0432 |
| Skewness | 0.8531320696 |
| Sum | 3768.0546 |
| Variance | 0.005847708734 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 429 | 1.4% |
| 0.1667 | 170 | 0.5% |
| 0.1429 | 156 | 0.5% |
| 0.0909 | 137 | 0.4% |
| 0.125 | 136 | 0.4% |
| 0.2 | 134 | 0.4% |
| 0.1111 | 121 | 0.4% |
| 0.25 | 119 | 0.4% |
| 0.1818 | 101 | 0.3% |
| 0.1538 | 99 | 0.3% |
| Other values (3227) | 21715 | |
| (Missing) | 7987 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 429 | |
| 0.0082 | 1 | < 0.1% |
| 0.0102 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.0112 | 1 | < 0.1% |
| 0.0116 | 1 | < 0.1% |
| 0.0118 | 2 | < 0.1% |
| 0.0119 | 1 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.014 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.7692 | 1 | |
| 0.75 | 1 | |
| 0.6154 | 1 | |
| 0.6111 | 1 | |
| 0.5897 | 1 | |
| 0.5882 | 1 | |
| 0.5833 | 1 | |
| 0.5606 | 1 | |
| 0.5556 | 1 | |
| 0.5521 | 1 |
| Distinct | 2718 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1563636231 |
| Minimum | 0 |
|---|---|
| Maximum | 0.6667 |
| Zeros | 411 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0604 |
| Q1 | 0.1192 |
| median | 0.1538 |
| Q3 | 0.1877 |
| 95-th percentile | 0.2667 |
| Maximum | 0.6667 |
| Range | 0.6667 |
| Interquartile range (IQR) | 0.0685 |
Descriptive statistics
| Standard deviation | 0.06341556097 |
|---|---|
| Coefficient of variation (CV) | 0.4055646685 |
| Kurtosis | 2.45021362 |
| Mean | 0.1563636231 |
| Median Absolute Deviation (MAD) | 0.0343 |
| Skewness | 0.6643198982 |
| Sum | 3645.9306 |
| Variance | 0.004021533373 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 411 | 1.3% |
| 0.1667 | 201 | 0.6% |
| 0.2 | 172 | 0.5% |
| 0.1429 | 162 | 0.5% |
| 0.125 | 161 | 0.5% |
| 0.0909 | 136 | 0.4% |
| 0.1111 | 123 | 0.4% |
| 0.1818 | 112 | 0.4% |
| 0.25 | 109 | 0.3% |
| 0.1538 | 103 | 0.3% |
| Other values (2708) | 21627 | |
| (Missing) | 7987 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 0.007 | 1 | < 0.1% |
| 0.0078 | 1 | < 0.1% |
| 0.0088 | 1 | < 0.1% |
| 0.0098 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.0112 | 1 | < 0.1% |
| 0.0115 | 1 | < 0.1% |
| 0.012 | 1 | < 0.1% |
| 0.0125 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6667 | 1 | < 0.1% |
| 0.5455 | 1 | < 0.1% |
| 0.5385 | 2 | < 0.1% |
| 0.525 | 1 | < 0.1% |
| 0.5247 | 1 | < 0.1% |
| 0.5238 | 1 | < 0.1% |
| 0.5 | 6 | |
| 0.4923 | 1 | < 0.1% |
| 0.475 | 2 | < 0.1% |
| 0.4737 | 2 | < 0.1% |
| Distinct | 4590 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.408410992 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2115 |
| Q1 | 0.3411 |
| median | 0.4064 |
| Q3 | 0.4793 |
| 95-th percentile | 0.5972 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1382 |
Descriptive statistics
| Standard deviation | 0.1138527416 |
|---|---|
| Coefficient of variation (CV) | 0.2787700229 |
| Kurtosis | 0.4820147389 |
| Mean | 0.408410992 |
| Median Absolute Deviation (MAD) | 0.069 |
| Skewness | 0.02031304681 |
| Sum | 9522.9191 |
| Variance | 0.01296244677 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 299 | 1.0% |
| 0.3333 | 130 | 0.4% |
| 0.4 | 130 | 0.4% |
| 0.4286 | 98 | 0.3% |
| 0.25 | 88 | 0.3% |
| 0.4444 | 76 | 0.2% |
| 0.6 | 76 | 0.2% |
| 0.4167 | 70 | 0.2% |
| 0.375 | 67 | 0.2% |
| 0.3636 | 67 | 0.2% |
| Other values (4580) | 22216 | |
| (Missing) | 7987 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.0133 | 1 | < 0.1% |
| 0.0182 | 1 | < 0.1% |
| 0.0256 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.0284 | 1 | < 0.1% |
| 0.0303 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.0385 | 1 | < 0.1% |
| 0.039 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 0.9444 | 1 | < 0.1% |
| 0.9091 | 2 | |
| 0.875 | 1 | < 0.1% |
| 0.8667 | 2 | |
| 0.8571 | 3 | |
| 0.8333 | 4 | |
| 0.8235 | 1 | < 0.1% |
| 0.8214 | 1 | < 0.1% |
| 0.8182 | 4 |
| Distinct | 1366 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03785352318 |
| Minimum | 0 |
|---|---|
| Maximum | 0.3077 |
| Zeros | 2647 |
| Zeros (%) | 8.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0185 |
| median | 0.0345 |
| Q3 | 0.05 |
| 95-th percentile | 0.0922 |
| Maximum | 0.3077 |
| Range | 0.3077 |
| Interquartile range (IQR) | 0.0315 |
Descriptive statistics
| Standard deviation | 0.029358534 |
|---|---|
| Coefficient of variation (CV) | 0.775582602 |
| Kurtosis | 5.49512426 |
| Mean | 0.03785352318 |
| Median Absolute Deviation (MAD) | 0.0156 |
| Skewness | 1.63030703 |
| Sum | 882.6306 |
| Variance | 0.0008619235187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2647 | 8.5% |
| 0.0455 | 111 | 0.4% |
| 0.04 | 109 | 0.3% |
| 0.037 | 109 | 0.3% |
| 0.0435 | 96 | 0.3% |
| 0.0333 | 95 | 0.3% |
| 0.0385 | 94 | 0.3% |
| 0.05 | 93 | 0.3% |
| 0.0476 | 92 | 0.3% |
| 0.0357 | 91 | 0.3% |
| Other values (1356) | 19780 | |
| (Missing) | 7987 |
| Value | Count | Frequency (%) |
| 0 | 2647 | |
| 0.0012 | 1 | < 0.1% |
| 0.0019 | 1 | < 0.1% |
| 0.0021 | 1 | < 0.1% |
| 0.0022 | 1 | < 0.1% |
| 0.0023 | 3 | < 0.1% |
| 0.0024 | 2 | < 0.1% |
| 0.0025 | 1 | < 0.1% |
| 0.0027 | 6 | < 0.1% |
| 0.0028 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.3077 | 1 | < 0.1% |
| 0.2857 | 2 | |
| 0.2727 | 4 | |
| 0.2632 | 2 | |
| 0.25 | 1 | < 0.1% |
| 0.2424 | 1 | < 0.1% |
| 0.2381 | 3 | |
| 0.2353 | 1 | < 0.1% |
| 0.2344 | 1 | < 0.1% |
| 0.2308 | 3 |
| Distinct | 2615 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1615338809 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5833 |
| Zeros | 295 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0667 |
| Q1 | 0.1233 |
| median | 0.1589 |
| Q3 | 0.1969 |
| 95-th percentile | 0.2638 |
| Maximum | 0.5833 |
| Range | 0.5833 |
| Interquartile range (IQR) | 0.0736 |
Descriptive statistics
| Standard deviation | 0.06165337656 |
|---|---|
| Coefficient of variation (CV) | 0.3816745827 |
| Kurtosis | 1.63453822 |
| Mean | 0.1615338809 |
| Median Absolute Deviation (MAD) | 0.0368 |
| Skewness | 0.4442146183 |
| Sum | 3766.4855 |
| Variance | 0.003801138842 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 295 | 0.9% |
| 0.1429 | 185 | 0.6% |
| 0.1667 | 184 | 0.6% |
| 0.2 | 166 | 0.5% |
| 0.25 | 146 | 0.5% |
| 0.125 | 145 | 0.5% |
| 0.1111 | 120 | 0.4% |
| 0.1818 | 117 | 0.4% |
| 0.1538 | 114 | 0.4% |
| 0.1333 | 101 | 0.3% |
| Other values (2605) | 21744 | |
| (Missing) | 7987 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 295 | |
| 0.0127 | 1 | < 0.1% |
| 0.0137 | 1 | < 0.1% |
| 0.0138 | 1 | < 0.1% |
| 0.0149 | 1 | < 0.1% |
| 0.0154 | 1 | < 0.1% |
| 0.0161 | 1 | < 0.1% |
| 0.0164 | 2 | < 0.1% |
| 0.0172 | 1 | < 0.1% |
| 0.0179 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5833 | 1 | < 0.1% |
| 0.5714 | 1 | < 0.1% |
| 0.52 | 1 | < 0.1% |
| 0.5 | 5 | |
| 0.4762 | 1 | < 0.1% |
| 0.4737 | 3 | |
| 0.4692 | 1 | < 0.1% |
| 0.4615 | 5 | |
| 0.4578 | 1 | < 0.1% |
| 0.4545 | 5 |
| Distinct | 1636 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 7987 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07219999142 |
| Minimum | 0 |
|---|---|
| Maximum | 0.4615 |
| Zeros | 1028 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 244.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01558 |
| Q1 | 0.0511 |
| median | 0.068 |
| Q3 | 0.0887 |
| 95-th percentile | 0.1366 |
| Maximum | 0.4615 |
| Range | 0.4615 |
| Interquartile range (IQR) | 0.0376 |
Descriptive statistics
| Standard deviation | 0.03736036706 |
|---|---|
| Coefficient of variation (CV) | 0.517456669 |
| Kurtosis | 5.46073485 |
| Mean | 0.07219999142 |
| Median Absolute Deviation (MAD) | 0.0186 |
| Skewness | 1.264919624 |
| Sum | 1683.4872 |
| Variance | 0.001395797027 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1028 | 3.3% |
| 0.0769 | 175 | 0.6% |
| 0.0833 | 169 | 0.5% |
| 0.0714 | 168 | 0.5% |
| 0.0667 | 166 | 0.5% |
| 0.0909 | 161 | 0.5% |
| 0.0588 | 151 | 0.5% |
| 0.0625 | 148 | 0.5% |
| 0.1111 | 113 | 0.4% |
| 0.0556 | 110 | 0.4% |
| Other values (1626) | 20928 | |
| (Missing) | 7987 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 1028 | |
| 0.0038 | 1 | < 0.1% |
| 0.0044 | 1 | < 0.1% |
| 0.0047 | 1 | < 0.1% |
| 0.0056 | 2 | < 0.1% |
| 0.0065 | 2 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.0071 | 1 | < 0.1% |
| 0.0072 | 1 | < 0.1% |
| 0.0073 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.4615 | 1 | < 0.1% |
| 0.4286 | 1 | < 0.1% |
| 0.4211 | 1 | < 0.1% |
| 0.3684 | 1 | < 0.1% |
| 0.3636 | 2 | < 0.1% |
| 0.36 | 1 | < 0.1% |
| 0.3571 | 1 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.3333 | 5 | |
| 0.3182 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Year | Month | Bene_Geo_Desc | Bene_Mdcd_Mdcr_Enrl_Stus | Bene_Race_Desc | Bene_Sex_Desc | Bene_Mdcr_Entlmt_Stus | Bene_Age_Desc | Bene_RUCA_Desc | Total_Bene_Hosp | Total_Mth_Enrl | Total_Bene_Enr_Hosp_Per100K | AVG_los | Pct_Dschrg_SNF | Pct_Dschrg_Expired | Pct_Dschrg_Home | Pct_Dschrg_Hspc | Pct_Dschrg_HomeHealth | Pct_Dschrg_Other | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020 | Overall | National | All | All | All | All | All | All | 983879.0 | 6.251189e+07 | 1573.9070 | 10.5787 | 0.1926 | 0.1799 | 0.3571 | 0.0493 | 0.1532 | 0.0679 |
| 1 | 2020 | Overall | National | All | All | All | All | All | Rural | 189003.0 | 1.206914e+07 | 1566.0028 | 9.7035 | 0.1741 | 0.1755 | 0.3941 | 0.0391 | 0.1443 | 0.0728 |
| 2 | 2020 | Overall | National | All | All | All | All | All | Urban | 792524.0 | 4.981956e+07 | 1590.7888 | 10.7810 | 0.1970 | 0.1809 | 0.3483 | 0.0517 | 0.1555 | 0.0667 |
| 3 | 2020 | Overall | National | All | All | All | All | All | Unknown | NaN | 6.231943e+05 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 2020 | Overall | National | All | All | All | All | 0-64 | All | 130239.0 | 8.319817e+06 | 1565.4070 | 11.5841 | 0.1475 | 0.1195 | 0.4955 | 0.0145 | 0.1305 | 0.0926 |
| 5 | 2020 | Overall | National | All | All | All | All | 65-74 | All | 341344.0 | 3.103836e+07 | 1099.7488 | 11.1354 | 0.1454 | 0.1585 | 0.4463 | 0.0244 | 0.1506 | 0.0748 |
| 6 | 2020 | Overall | National | All | All | All | All | 75-84 | All | 317125.0 | 1.651179e+07 | 1920.5969 | 10.4200 | 0.2052 | 0.1967 | 0.3091 | 0.0525 | 0.1726 | 0.0639 |
| 7 | 2020 | Overall | National | All | All | All | All | 85 and over | All | 195063.0 | 6.641918e+06 | 2936.8474 | 9.1770 | 0.2849 | 0.2304 | 0.1868 | 0.1109 | 0.1413 | 0.0458 |
| 8 | 2020 | Overall | National | All | All | All | Aged | All | All | 820160.0 | 5.389008e+07 | 1521.9128 | 10.3482 | 0.1969 | 0.1884 | 0.3390 | 0.0553 | 0.1567 | 0.0637 |
| 9 | 2020 | Overall | National | All | All | All | Disabled | All | All | 106881.0 | 8.062489e+06 | 1325.6576 | 11.5414 | 0.1474 | 0.1142 | 0.5004 | 0.0155 | 0.1288 | 0.0937 |
Last rows
| Year | Month | Bene_Geo_Desc | Bene_Mdcd_Mdcr_Enrl_Stus | Bene_Race_Desc | Bene_Sex_Desc | Bene_Mdcr_Entlmt_Stus | Bene_Age_Desc | Bene_RUCA_Desc | Total_Bene_Hosp | Total_Mth_Enrl | Total_Bene_Enr_Hosp_Per100K | AVG_los | Pct_Dschrg_SNF | Pct_Dschrg_Expired | Pct_Dschrg_Home | Pct_Dschrg_Hspc | Pct_Dschrg_HomeHealth | Pct_Dschrg_Other | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31294 | 2021 | 12 | South Dakota | All | All | All | All | All | Unknown | NaN | 30.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31295 | 2021 | 12 | Tennessee | All | All | All | All | All | Unknown | NaN | 2590.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31296 | 2021 | 12 | Texas | All | All | All | All | All | Unknown | NaN | 6237.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31297 | 2021 | 12 | Utah | All | All | All | All | All | Unknown | NaN | 117.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31298 | 2021 | 12 | Vermont | All | All | All | All | All | Unknown | NaN | 457.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31299 | 2021 | 12 | Virginia | All | All | All | All | All | Unknown | NaN | 2666.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31300 | 2021 | 12 | Washington | All | All | All | All | All | Unknown | NaN | 885.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31301 | 2021 | 12 | West Virginia | All | All | All | All | All | Unknown | NaN | 928.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31302 | 2021 | 12 | Wisconsin | All | All | All | All | All | Unknown | NaN | 217.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 31303 | 2021 | 12 | Wyoming | All | All | All | All | All | Unknown | NaN | 1356.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |